GAD vaccine reduces insulin loss in recently diagnosed type 1 diabetes: findings from a Bayesian meta-analysis
Open accessAbstract
Aims/hypothesis GAD is a major target of the autoimmune response that occurs in type 1 diabetes mellitus. Randomised controlled clinical trials of a GAD + alum vaccine in human participants have so far given conflicting results.Methods In this study, we sought to see whether a clearer answer to the question of whether GAD65 has an effect on C-peptide could be reached by combining individual-level data from the randomised controlled trials using Bayesian meta-analysis to estimate the probability of a positive biological effect (a reduction in C-peptide loss compared with placebo approximately 1 year after the GAD vaccine).Results We estimate that there is a 98% probability that 20 μg GAD with alum administered twice yields a positive biological effect. The effect is probably a 15-20% reduction in the loss of C-peptide at approximately 1 year after treatment. This translates to an annual expected loss of between -0.250 and -0.235 pmol/ml in treated patients compared with an expected 2 h AUC loss of -0.294 pmol/ml at 1 year for untreated newly diagnosed patients.Conclusions/interpretation The biological effect of this vaccination should be developed further in order to reach clinically desirable reductions in insulin loss in patients recently diagnosed with type 1 diabetes.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Trials of antigen therapy with different GAD protein forms have had mixed results, mostly negative.
“Antigen-based trials have used various forms of glutamate decarboxylase (GAD) protein, which have shown mixed but mostly negative results.139–141”
From Type 1 diabetes (2018) · cites this paper as [139]
The Introduction reports mixed trial findings: two studies had non-significant primary endpoints, while the third had a non-significant primary endpoint but significant secondary results. That supports the characterization of trial results as mixed and mostly negative on primary endpoints. However, the Methods say the trials used the same study drug with different dosing regimens, not different GAD protein forms; the Discussion also concludes that a small positive biological effect is highly likely. (LLM, conf=0.86)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
A dirty dozen: twelve p-value misconceptions.
Goodman, S. (2008) · Seminars in hematology (Print) · doi:10.1053/j.seminhematol.2008.04.003 · Cited by 694 · see citing works
GAD treatment and insulin secretion in recent-onset type 1 diabetes
Ludvigsson, J., Faresjö, M., Hjorth, M., Axelsson, S., Chéramy, M., Pihl, M., Vaarala, O., Forsander, G., Ivarsson, S., Johansson, C., et al. (2008) · New England Journal of Medicine · doi:10.1056/nejmoa0804328 · Cited by 520 · see citing works
Self-citationWherrett, D. K., Bundy, B., Becker, D. J., DiMeglio, L. A., Gitelman, S. E., Goland, R., Gottlieb, P. A., Greenbaum, C. J., Herold, K. C., Marks, J. B., et al. (2011) · The Lancet · doi:10.1016/s0140-6736(11)60895-7 · Cited by 371 · see citing works
Self-citationGAD65 antigen therapy in recently diagnosed type 1 diabetes mellitus
Ludvigsson, J., Krisky, D., Casas, R., Battelino, T., Castaño, L., Greening, J., Kordonouri, O., Otonkoski, T., Pozzilli, P., Robert, J.-J., et al. (2012) · New England Journal of Medicine · doi:10.1056/nejmoa1107096 · Cited by 340 · see citing works
Self-citationFall in C-Peptide During First 2 Years From Diagnosis
Greenbaum, C. J., Beam, C. A., Boulware, D., Gitelman, S. E., Gottlieb, P. A., Herold, K. C., Lachin, J. M., McGee, P., Palmer, J. P., Pescovitz, M. D., et al. (2012) · Diabetes · doi:10.2337/db11-1538 · Cited by 319 · see citing works
Self-citationTian, J., Clare-Salzler, M. J., Herschenfeld, A., Middleton, B., Newman, D., Mueller, R., Arita, S., Evans, C. J., Atkinson, M. A., Mullen, Y., et al. (1996) · Nature Medicine · doi:10.1038/nm1296-1348 · Cited by 259 · see citing works
Dirty Dozen: Twelve P-Value Misconceptions
Goodman, T. (2008) · Cited by 238 · see citing works
Bayesian clinical trials in action
Lee, J. J., & Chu, C. T. (2012) · Statistics in Medicine · doi:10.1002/sim.5404 · Cited by 197 · see citing works
Wijeysundera, D. N., Austin, P. C., Hux, J. E., Beattie, W. S., & Laupacis, A. (2008) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2008.07.006 · Cited by 182 · see citing works
Urinary MicroRNA Profiling in the Nephropathy of Type 1 Diabetes
Argyropoulos, C., Wang, K., McClarty, S., Huang, D. Y. C., Bernardo, J., Ellis, D., Orchard, T. J., Galas, D. J., & Johnson, J. P. (2013) · PLoS ONE · doi:10.1371/journal.pone.0054662 · Cited by 157 · see citing works
Tisch, R., Liblau, R., Yang, X., Liblau, P., & McDevitt, H. O. (1998) · Diabetes · doi:10.2337/diabetes.47.6.894 · Cited by 147 · see citing works
Low levels of C‐peptide have clinical significance for established Type 1 diabetes
Kuhtreiber, W. M., Washer, S. L. L., Hsu, E., Zhao, M., Reinhold, P., Burger, D., Zheng, H., & Faustman, D. L. (2015) · Diabetic Medicine · doi:10.1111/dme.12850 · Cited by 131 · see citing works
C-peptide and long-term complications of diabetes
Luppi, P., Cifarelli, V., & Wahren, J. (2010) · Pediatric Diabetes · doi:10.1111/j.1399-5448.2010.00729.x · Cited by 48 · see citing works
Demystify Statistical Significance--Time to Move on From the P Value to Bayesian Analysis
Lee, J. J. (2010) · JNCI Journal of the National Cancer Institute · doi:10.1093/jnci/djq493 · Cited by 39 · see citing works
Antigen-Based Therapy for the Treatment of Type 1 Diabetes
Tian, J., & Kaufman, D. L. (2009) · Diabetes · doi:10.2337/db09-0451 · Cited by 35 · see citing works
Skrivanek, Z., Berry, S. M., Berry, D. A., Chien, J. Y., Geiger, M. J., Anderson, J. H., & Gaydos, B. L. (2012) · Journal of Diabetes Science and Technology · doi:10.1177/193229681200600609 · Cited by 32 · see citing works
Sjöberg, S., Gjötterberg, M., Berglund, L., Möller, E., & Östman, J. (1991) · Journal of Diabetes and its Complications · doi:10.1016/0891-6632(91)90005-a · Cited by 32 · see citing works
Irie, J., Reck, B., Wu, Y., Wicker, L. S., Howlett, S., Rainbow, D. B., Feingold, E., & Ridgway, W. M. (2008) · The Journal of Immunology · doi:10.4049/jimmunol.180.2.1071 · Cited by 25 · see citing works
Correction: Urinary MicroRNA Profiling in the Nephropathy of Type 1 Diabetes
Argyropoulos, C., Wang, K., McClarty, S., Huang, D. Y. C., Bernardo, J., Ellis, D., Orchard, T., Galas, D. J., & Johnson, J. P. (2013) · PLoS ONE · doi:10.1371/annotation/37e647d5-1781-4edf-86a8-e3b533c32ad9 · Cited by 24 · see citing works
Enhancing Glucose Sensor Models: Modeling the Drop-Outs
Emami, A., RABASA-LHORET, R. P. R., & Haidar, A. (2015) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2014.0309 · Cited by 5 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
DiMeglio, L. A., Evans-Molina, C., & Oram, R. A. (2018) · The Lancet · doi:10.1016/s0140-6736(18)31320-5 · Cited by 1,561 · see citing works
The challenge of modulating β-cell autoimmunity in type 1 diabetes
Atkinson, M. A., Roep, B. O., Posgai, A. L., Wheeler, D. C. S., & Peakman, M. (2018) · The Lancet Diabetes & Endocrinology · doi:10.1016/s2213-8587(18)30112-8 · Cited by 163 · see citing works
Couper, J., Haller, M. J., Greenbaum, C. J., Ziegler, A., Wherrett, D. K., Knip, M., & Craig, M. E. (2018) · Pediatric Diabetes · doi:10.1111/pedi.12734 · Cited by 146 · see citing works
Self-citationAntigen-based immune modulation therapy for type 1 diabetes: the era of precision medicine
Roep, B. O., Wheeler, D. C. S., & Peakman, M. (2018) · The Lancet Diabetes & Endocrinology · doi:10.1016/s2213-8587(18)30109-8 · Cited by 124 · see citing works
Genetic engineering of baculovirus-insect cell system to improve protein production
Hong, M., Li, T., Xue, W., Zhang, S., Cui, L., Wang, H., Zhang, Y., Zhou, L., Gu, Y., Xia, N., et al. (2022) · Frontiers in Bioengineering and Biotechnology · doi:10.3389/fbioe.2022.994743 · Cited by 99 · see citing works
Efficacy of GAD-alum immunotherapy associated with HLA-DR3-DQ2 in recently diagnosed type 1 diabetes
Hannelius, U., Beam, C. A., & Ludvigsson, J. (2020) · Diabetologia · doi:10.1007/s00125-020-05227-z · Cited by 68 · see citing works
Self-citationLudvigsson, J., Sumnik, Z., Pelikanova, T., Nattero Chavez, L., Lundberg, E., Rica, I., Martínez-Brocca, M. A., Ruiz de Adana, M., Wahlberg, J., Katsarou, A., et al. (2021) · Diabetes Care · doi:10.2337/dc21-0318 · Cited by 58 · see citing works
Self-citationIntralymphatic Injection of Autoantigen in Type 1 Diabetes
Ludvigsson, J., Wahlberg, J., & Casas, R. (2017) · New England Journal of Medicine · doi:10.1056/nejmc1616343 · Cited by 51 · see citing works
Self-citationMartin, A., Mick, G. J., Choat, H. M., Lunsford, A., Tse, H. M., McGwin, G. G., & McCormick, K. L. (2022) · Nature Communications · doi:10.1038/s41467-022-35544-3 · Cited by 46 · see citing works
Screening and Prevention of Type 1 Diabetes: Where Are We?
Simmons, K. M., & Sims, E. K. (2023) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/clinem/dgad328 · Cited by 39 · see citing works
Ludvigsson, J. (2020) · International Journal of Molecular Sciences · doi:10.3390/ijms21051598 · Cited by 37 · see citing works
Self-citationLiu, M., Feng, D., Liang, X., Li, M., Yang, J., Wang, H., Pang, L., Zhou, Z., Yang, Z., Kong, D., et al. (2020) · Molecular Pharmaceutics · doi:10.1021/acs.molpharmaceut.0c00525 · Cited by 36 · see citing works
Pidre, M. L., Arrías, P. N., Morales, L. C. A., & Romanowski, V. (2022) · Viruses · doi:10.3390/v15010080 · Cited by 34 · see citing works
Casas, R., Dietrich, F., Barcenilla, H., Tavira, B., Wahlberg, J., Achenbach, P., & Ludvigsson, J. (2020) · Frontiers in Immunology · doi:10.3389/fimmu.2020.564921 · Cited by 33 · see citing works
Self-citationInduction of Antigen-Specific Tolerance in T Cell Mediated Diseases
Passerini, L., & Gregori, S. (2020) · Frontiers in Immunology · doi:10.3389/fimmu.2020.02194 · Cited by 29 · see citing works
Tavira, B., Barcenilla, H., Wahlberg, J., Achenbach, P., Ludvigsson, J., & Casas, R. (2018) · Journal of Diabetes Research · doi:10.1155/2018/9391845 · Cited by 28 · see citing works
Self-citationGAD-alum immunotherapy in type 1 diabetes expands bifunctional Th1/Th2 autoreactive CD4 T cells
Arif, S., Gomez-Touriño, I. M., Kamra, Y., Pujol‐Autonell, I., Hanton, E., Tree, T. I. M., Melandri, D., Hull, C., Wherrett, D. K., Beam, C. A., et al. (2020) · Diabetologia · doi:10.1007/s00125-020-05130-7 · Cited by 26 · see citing works
Self-citationPhysiological and pathogenic T cell autoreactivity converge in type 1 diabetes
Eugster, A., Lorenc, A., Kotrulev, M., Kamra, Y., Goel, M., Steinberg-Bains, K., Sabbah, S., Dietz, S., Bonifacio, E. E., Peakman, M., et al. (2024) · Nature Communications · doi:10.1038/s41467-024-53255-9 · Cited by 23 · see citing works
Ludvigsson, J., Routray, I., Vigård, T., Hanås, R., Rathsman, B., Carlsson, A., Särnblad, S., Albin, A., Arvidsson, C., Samuelsson, U., et al. (2021) · Diabetes/Metabolism Research and Reviews · doi:10.1002/dmrr.3440 · Cited by 20 · see citing works
Self-citationZiegler, A., & Bonifacio, E. E. (2020) · Diabetologia · doi:10.1007/s00125-020-05175-8 · Cited by 18 · see citing works
Peptide‐Based Vaccination Therapy for Rheumatic Diseases
Wang, B., Chen, S., Zheng, Q., Liu, Y., & Shi, G. (2020) · Journal of Immunology Research · doi:10.1155/2020/8060375 · Cited by 18 · see citing works
Casas, R., Dietrich, F., Puente-Marín, S., Barcenilla, H., Tavira, B., Wahlberg, J., Achenbach, P., & Ludvigsson, J. (2022) · Acta Diabetologica · doi:10.1007/s00592-022-01852-9 · Cited by 18 · see citing works
Self-citationRecent Advances in the Development of Vaccines for Diabetes, Hypertension, and Atherosclerosis
Lu, K., Su, B., & Meng, X. (2018) · Journal of Diabetes Research · doi:10.1155/2018/1638462 · Cited by 18 · see citing works
Vaccine for Diabetes—Where Do We Stand?
Chellappan, D. K., Bhandare, R. R., SHAIK, A. B., Prasad, K., Suhaimi, N. A. A., Yap, W. S., Das, A., Banerjee, P., Ghosh, N., Guith, T., et al. (2022) · International Journal of Molecular Sciences · doi:10.3390/ijms23169470 · Cited by 16 · see citing works
Dietrich, F., Barcenilla, H., Tavira, B., Wahlberg, J., Achenbach, P., Ludvigsson, J., & Casas, R. (2021) · Diabetes/Metabolism Research and Reviews · doi:10.1002/dmrr.3500 · Cited by 16 · see citing works
Self-citationLudvigsson, J., Routray, I., Elluru, S. R., Leanderson, P., Larsson, H. E., Rathsman, B., Hanås, R., Carlsson, A., Ek, T., Samuelsson, U., et al. (2020) · Future Science OA · doi:10.2144/fsoa-2020-0078 · Cited by 14 · see citing works
Self-citationBarcenilla, H., Pihl, M., Wahlberg, J., Ludvigsson, J., & Casas, R. (2022) · Frontiers in Immunology · doi:10.3389/fimmu.2021.797172 · Cited by 15 · see citing works
Self-citationShifting the paradigm of type 1 diabetes: a narrative review of disease-modifying therapies
O’Donovan, A. J., Gorelik, S., & Nally, L. M. (2024) · Frontiers in Endocrinology · doi:10.3389/fendo.2024.1477101 · Cited by 13 · see citing works
Kosheleva, L., Koshelev, D., Lagunas‐Rangel, F. A., Levit, S., Rabinovitch, A., & Schiöth, H. B. (2025) · Pharmacological Reviews · doi:10.1016/j.pharmr.2025.100044 · Cited by 12 · see citing works
GAD65: a prospective vaccine for treating Type 1 diabetes?
Ludvigsson, J. (2017) · Expert Opinion on Biological Therapy · doi:10.1080/14712598.2017.1328495 · Cited by 10 · see citing works
Self-citationMoustakas, A. K., Nguyen, H. Q. T., James, E. A., & Papadopoulos, G. K. (2023) · Cellular Immunology · doi:10.1016/j.cellimm.2023.104729 · Cited by 9 · see citing works
Heath, K. E., Feduska, J. M., Taylor, J. P., Houp, J. A., Botta, D., Lund, F. E., Mick, G. J., McGwin, G. G., McCormick, K. L., & Tse, H. M. (2023) · Biomedicines · doi:10.3390/biomedicines11071948 · Cited by 9 · see citing works
Targeting Lymphoid Tissues to Promote Immune Tolerance
Chen, X. Y., Du, G. S., & Sun, X. (2021) · Advanced Therapeutics · doi:10.1002/adtp.202100056 · Cited by 8 · see citing works
Ludvigsson, J., Eriksson, L., Nowak, C., Teixeira, P. F., Widman, M., Lindqvist, A., Casas, R., Lind, M., & Hannelius, U. (2022) · BMJ Open · doi:10.1136/bmjopen-2022-061776 · Cited by 9 · see citing works
Self-citation100 YEARS OF INSULIN: Arresting or curing type 1 diabetes: an elusive goal, but closing the gap
Martens, P.-J., Gysemans, C. A., & Mathieu, C. (2021) · Journal of Endocrinology · doi:10.1530/joe-20-0552 · Cited by 9 · see citing works
Time to Leave Rigid Traditions in Type 1 Diabetes Research
Ludvigsson, J. (2017) · Immunotherapy · doi:10.2217/imt-2017-0050 · Cited by 9 · see citing works
Self-citationBjörklund, A., Hals, I. K., Grill, V., & Ludvigsson, J. (2022) · Frontiers in Endocrinology · doi:10.3389/fendo.2022.926021 · Cited by 7 · see citing works
Self-citationAssessing effector T cells in type 1 diabetes
Arif, S., Pujol‐Autonell, I., & Eichmann, M. (2020) · Current Opinion in Endocrinology Diabetes and Obesity · doi:10.1097/med.0000000000000553 · Cited by 6 · see citing works
Hals, I. K., Balasuriya, C. N. D., Casas, R., Ludvigsson, J., Björklund, A., & Grill, V. (2023) · Diabetes Obesity and Metabolism · doi:10.1111/dom.15239 · Cited by 6 · see citing works
Self-citationTian, J., Song, M., & Kaufman, D. L. (2022) · Cells · doi:10.3390/cells11071081 · Cited by 6 · see citing works
Israël, M. (2019) · Journal of Cancer Metastasis and Treatment · doi:10.20517/2394-4722.2018.78 · Cited by 5 · see citing works
Salami, F., Spiliopoulos, L., Maziarz, M., Lundgren, M., Brundin, C., Bennet, R., Hillman, M., Törn, C., & Larsson, H. E. (2022) · Journal of Immunology Research · doi:10.1155/2022/3532685 · Cited by 5 · see citing works
Glutamic acid decarboxylase immunotherapy for type 1 diabetes
Ludvigsson, J. (2022) · Current Opinion in Endocrinology Diabetes and Obesity · doi:10.1097/med.0000000000000748 · Cited by 4 · see citing works
Self-citationCasas, R., Tompa, A., Åkesson, K., Teixeira, P. F., Lindqvist, A., & Ludvigsson, J. (2025) · International Journal of Molecular Sciences · doi:10.3390/ijms26010374 · Cited by 3 · see citing works
Self-citationWinter, W. E., Pelletier, J. P. R., & Harris, N. (2020) · Elsevier eBooks · doi:10.1016/b978-0-12-815499-1.00034-x · Cited by 3 · see citing works
Orban, T., Orban, N. T., Jalahej, H., & Daubeney, P. E. F. (2020) · International Journal of Molecular Sciences · doi:10.3390/ijms21030992 · Cited by 2 · see citing works
(TCRαβ+) Double-Negative T Cells in Type 1 Diabetes Mellitus
Poddighe, D., Mussayeva, A., Dossybayeva, K., Zhubanova, G., Galiyeva, D., Le, K. L., & Tanko, N. M. (2025) · Cells · doi:10.3390/cells15010058 · Cited by 1 · see citing works
El ordenamiento juridico informativo en España
Guanter, J. M. D. (1990) · Situación: revista de coyuntura económica
Immunotherapies for Type 1 Diabetes
Johannesen, J., & Pociot, F. (2024) · doi:10.1002/9781119697473.ch76
당뇨병 치료의 진화: 관해를 향해가는 혁신적 약물치료와 첨단 관리기기의 결합
Choi, J. H., & Moon, M. K. (2024) · Public Health Weekly Report · doi:10.56786/phwr.2024.17.44.4
Aher, S., Jadhav, H., & Ukhade, S. (2025) · Journal of Advanced Chemical Sciences · doi:10.30799/jacs.270.25110101
Haq, A. M. (2025) · Journal of Diabetes & Metabolic Disorders · doi:10.1007/s40200-025-01791-6
Amer, B., Alnukhali, M., Haidarah, A., & Ahmad, A. (2026) · Frontiers in Immunology · doi:10.3389/fimmu.2026.1845336
- Authors
- the Type 1 Diabetes TrialNet Study Group, Beam, C. A., MacCallum, C., Herold, K. C., Wherrett, D. K., Palmer, J., & Ludvigsson, J.
- Affiliations
- Western Michigan University (US)
- University of Toronto (CA)
- Linköping University (SE)
- Corresponding author
- Beam, Craig A.
- Venue
- Diabetologia
- Published
- 2016-10-04
- Volume
- 60
- Issue
- 1
- Pages
- 43-49
- ISSN
- 0012-186X (ISSN-L)
- 1432-0428
- PMC
- PMC5856235
- OpenAlex
- W2528836831
- Cited by
- 53
- References
- 20
- Citations by year
- 2026: 1 · 2025: 5 · 2024: 4 · 2023: 4 · 2022: 11 · 2021: 5 · 2020: 12 · 2019: 1 · 2018: 6 · 2017: 3
- FWCI
- 2.69
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Diabetologia (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- Juvenile Diabetes Research Foundation (1-INO-20140170-A-V)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Diabetes and associated disorders
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
- Life Sciences › Immunology and Microbiology › Immunology › T-cell and B-cell Immunology
- Keywords
- type 1 diabetes, alum adjuvant, newly diagnosed diabetes, immunotherapy
- MeSH terms
- Adolescent, Adult, Bayes Theorem, Child, Diabetes Mellitus, Type 1, Female, Glutamate Decarboxylase, Humans, Insulin, Male, Middle Aged, Vaccines, Young Adult
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review